Update app.py

app.py

@@ -283,7 +283,44 @@ with gr.Blocks(title="Audit Q&A", css= "style.css", theme=theme,elem_id = "main-
     with gr.Tab("About",elem_classes = "max-height other-tabs"):
         with gr.Row():
             with gr.Column(scale=1):
-                gr.Markdown("See more info at [https://www.oag.go.ug/](https://www.oag.go.ug/welcome)")
+                    gr.Markdown("""The <ins>[**Office of the Auditor General (OAG)**](https://www.oag.go.ug/welcome)</ins> in Uganda, \
+                consistent with the mandate of Supreme Audit Institutions (SAIs),\
+                remains integral in ensuring transparency and fiscal responsibility.\
+                Regularly, the OAG submits comprehensive audit reports to Parliament, \
+                which serve as instrumental references for both policymakers and the public, \
+                facilitating informed decisions regarding public expenditure. 
+                
+                However, the prevalent underutilization of these audit reports, \
+                leading to numerous unimplemented recommendations, has posed significant challenges\
+                to the effectiveness and impact of the OAG's operations. The audit reports made available \
+                to the public have not been effectively used by them and other relevant stakeholders. \
+                The current format of the audit reports is considered a challenge to the \
+                stakeholders' accessibility and usability. This in one way constrains transparency \
+                and accountability in the utilization of public funds and effective service delivery. 
+                
+                In the face of this, modern advancements in Artificial Intelligence (AI),\
+                particularly Retrieval Augmented Generation (RAG) technology, \
+                emerge as a promising solution. By harnessing the capabilities of such AI tools, \
+                there is an opportunity not only to improve the accessibility and understanding \
+                of these audit reports but also to ensure that their insights are effectively \
+                translated into actionable outcomes, thereby reinforcing public transparency \
+                and service delivery in Uganda. 
+                To address these issues, the OAG has initiated several projects, \
+                such as the Audit Recommendation Tracking (ART) System and the Citizens Feedback Platform (CFP). \
+                These systems are designed to increase the transparency and relevance of audit activities. \
+                However, despite these efforts, engagement and awareness of the audit findings remain low, \
+                and the complexity of the information often hinders effective public utilization. Recognizing the need for further\
+                enhancement in how audit reports are processed and understood, \
+                the **Civil Society and Budget Advocacy Group (CSBAG)** in partnership with the **GIZ**, \
+                has recognizing the need for further enhancement in how audit reports are processed and understood.   
+                This prototype tool leveraging AI (Artificial Intelligence) aims at offering critical capabilities such as '
+                summarizing complex texts, extracting thematic insights, and enabling interactive, \
+                user-friendly analysis through a chatbot interface. By making the audit reports more accessible,\
+                this aims to increase readership and utilization among stakeholders, \
+                which can lead to better accountability and improve service delivery
+                
+                """)
+
 
     with gr.Tab("Disclaimer",elem_classes = "max-height other-tabs"):
         with gr.Row():
@@ -297,7 +334,7 @@ with gr.Blocks(title="Audit Q&A", css= "style.css", theme=theme,elem_id = "main-
                 - Any personal or sensitive information shared with the chatbot is at the user's own risk, and we cannot guarantee complete privacy or confidentiality.
                 - the chatbot is not deterministic, so there might be change in answer to same question when asked by different users or multiple times.
                 - By using this chatbot, you agree to these terms and acknowledge that you are solely responsible for any reliance on or actions taken based on its responses.
-                - This is just a prototype and being tested and worked upon, so its not perfect and may sometimes give irrelevant answers. If you are not satisfied with the answer, please ask a more specific question or report your feedback to help us improve the system.
+                - **This is just a prototype and being tested and worked upon, so its not perfect and may sometimes give irrelevant answers**. If you are not satisfied with the answer, please ask a more specific question or report your feedback to help us improve the system.
                 """)
     
     def start_chat(query,history):